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Record W7128236769 · doi:10.3138/ccar.v11i1.3

L’étape du Recouvrement en Matière de Recours Collectif : Les Enjeux et les Objectifs Sociaux

2015· article· en· W7128236769 on OpenAlexaboutno aff
David T. Stolow, Robert Kugler

Bibliographic record

VenueCanadian Class Action Review · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicDispute Resolution and Class Actions
Canadian institutionsnot available
Fundersnot available
KeywordsPunitive damagesCollective actionConfusionAuthorizationAction (physics)Class (philosophy)Subject (documents)

Abstract

fetched live from OpenAlex

In Quebec, a class action has three stages: (1) authorization, (2) the trial of the questions of law and fact to be dealt with collectively (if authorization is granted), and (3) recovery or individual claims (if the action is maintained and if the collective questions are answered in favour of the plaintiff). Over the years and, in particular, subsequent to the 2003 amendments to Quebec's Code of Civil Procedure, much has been written about the authorization stage, whose criteria are less stringent than in other Canadian jurisdictions. The recovery stage, which has attracted less attention, is a critical step for class action plaintiffs, defendants, and members of the class. This article examines the recovery stage and, more particularly, the principal modes of recovery — which are often subject to confusion — including the circumstances under which they apply and the tendencies in this respect, having regard to the social purpose of class actions. This article also examines, at the recovery stage, the role played by the Fonds d'aide aux recours collectifs and the interaction between the mode of collective recovery and claims for punitive damages.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.074
Threshold uncertainty score0.537

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.006
Science and technology studies0.0060.006
Scholarly communication0.0070.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.093
GPT teacher head0.314
Teacher spread0.221 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Class Action ReviewSame topicDispute Resolution and Class ActionsFrench-language works237,207